{"id":"W3080561381","doi":"10.1097/mlr.0000000000001397","title":"Associations of 4 Nurse Staffing Practices With Hospital Mortality","year":2020,"lang":"en","type":"article","venue":"Medical Care","topic":"Nursing education and management","field":"Nursing","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre; Université de Sherbrooke","funders":"Canadian Institutes of Health Research","keywords":"Staffing; Medicine; Hazard ratio; Confidence interval; Skill mix; Proportional hazards model; Emergency medicine; Intensive care unit; Health care; Nursing; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009953651,0.00005925785,0.0001156206,0.00001871259,0.00005468323,0.00001860475,0.0001121641,0.00004399448,0.0002326421],"category_scores_gemma":[0.001222408,0.00004998154,0.00002878993,0.0001580514,0.00005371109,0.00008370856,0.00001254043,0.000134272,0.00001048895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006177054,"about_ca_system_score_gemma":0.00007331638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001583488,"about_ca_topic_score_gemma":0.000111384,"domain_scores_codex":[0.9989949,0.00005190783,0.0001432693,0.0001413792,0.00055686,0.0001116222],"domain_scores_gemma":[0.9993309,0.00006203142,0.0002315104,0.0001089614,0.0001143554,0.000152238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001555881,0.001192914,0.4607133,0.0006893884,0.0002666731,0.0000406036,0.1922459,0.00003483939,0.000108508,0.002217621,0.2480425,0.09429214],"study_design_scores_gemma":[0.001866178,0.0015185,0.7633724,0.0003253991,0.0004995225,0.000001560573,0.1028393,0.0004472013,0.00149396,0.00007885593,0.1271377,0.0004193909],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9048131,0.0001641936,0.000133464,0.08222933,0.002121125,0.0002439594,0.00002417824,0.0001075451,0.0101631],"genre_scores_gemma":[0.9978762,0.000001309965,0.0002547989,0.001573952,0.0001821419,0.000005804699,0.0000488658,0.00000895546,0.0000479614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3026591,"threshold_uncertainty_score":0.2547268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03560733096992095,"score_gpt":0.362822841116172,"score_spread":0.3272155101462511,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}